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Spectacles prediction using machine learning algorithms.

Authors :
Amulya, Soma
Sudeeptha, K.
Sathvika, G.
Veeramsetty, Venkataramana
Source :
AIP Conference Proceedings. 2024, Vol. 2971 Issue 1, p1-8. 8p.
Publication Year :
2024

Abstract

Eye defects in teenagers is becoming more prevalent these days, especially due to the pandemic situation. Digital eye strain due to excessive usage of gadgets can result in a prescription for spectacles, which is a basic test in any ophthalmology clinic, but due to the current situation of the pandemic, visiting a clinic might be risky. In this project, we propose an AI (ML) model for spectacles prediction based on a few input parameters through an app. AI machine learning models are used widely in the medical sector. Here, we applied three different machine learning models (logistic regression algorithm, decision tree algorithm and random forest algorithm) to extract maximum accuracy prediction using the dataset we collected from teenagers. We achieved highest accuracy of 97% using logistic regression model and made a website to predict spectacles. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2971
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
177675677
Full Text :
https://doi.org/10.1063/5.0195870